کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
567214 876060 2007 16 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Independent component analysis in signals with multiplicative noise using fourth-order statistics
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر پردازش سیگنال
پیش نمایش صفحه اول مقاله
Independent component analysis in signals with multiplicative noise using fourth-order statistics
چکیده انگلیسی

The existence of multiplicative noise greatly limits the applicability of independent component analysis (ICA), because it does not take into account the existence of the noise. This paper proposes a method to extend ICA to this kind of noisy environment, without any limitation in the nature of the sources or the noise. In order to do this, the statistical structure of a linear transformation of the noisy data is studied up to fourth order, and then this structure is used to find the inverse of the mixing matrix through the minimization of a cost function. The method designed is able to extract the mixing matrix and some statistical features of the noise and the sources, notably improving the performance of the standard ICA methods when the mixture is contaminated by multiplicative noise.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Signal Processing - Volume 87, Issue 8, August 2007, Pages 1917–1932
نویسندگان
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